{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import the libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import keras\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.stats import norm\n",
    "%matplotlib inline\n",
    "\n",
    "from keras.datasets import mnist\n",
    "from keras.models import Model\n",
    "from keras.layers import Input, add\n",
    "from keras.objectives import binary_crossentropy\n",
    "from keras.layers.core import Layer, Dense, Dropout, Activation, Flatten, Reshape\n",
    "from keras.utils import np_utils\n",
    "from keras import backend as K\n",
    "from keras import metrics\n",
    "from keras.layers.core import Lambda"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "(X_train, y_train), (X_test, y_test) = mnist.load_data()\n",
    "\n",
    "X_train = X_train.reshape(X_train.shape[0], 28, 28, 1)\n",
    "X_test = X_test.reshape(X_test.shape[0], 28, 28, 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Normalize the data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We want the pixels values between 0 and 1 instead of between 0 and 255"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_train shape: (60000, 28, 28, 1)\n",
      "60000 train samples\n",
      "10000 test samples\n"
     ]
    }
   ],
   "source": [
    "X_train = X_train.astype(\"float32\")/255.\n",
    "X_test = X_test.astype(\"float32\")/255.\n",
    "\n",
    "print('X_train shape:', X_train.shape)\n",
    "print(X_train.shape[0], 'train samples')\n",
    "print(X_test.shape[0], 'test samples')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Flatten the images for the Fully-Connected Networks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train = X_train.reshape((len(X_train), np.prod(X_train.shape[1:])))\n",
    "X_test = X_test.reshape((len(X_test), np.prod(X_test.shape[1:])))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "___"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# **Simple Autoencoder**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create the network"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The first network is the most simple autoencoder. It has three layers : Input - encoded - decoded"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_size = 784\n",
    "hidden_size = 128\n",
    "code_size = 2\n",
    "\n",
    "x = Input(shape=(input_size,))\n",
    "hidden_1 = Dense(hidden_size, activation='relu')(x)\n",
    "h = Dense(code_size)(hidden_1)\n",
    "hidden_2 = Dense(hidden_size, activation='relu')(h)\n",
    "r = Dense(input_size, activation='sigmoid')(hidden_2)\n",
    "\n",
    "autoencoder = Model(inputs=x, outputs=r)\n",
    "autoencoder.compile(optimizer='adam', loss='binary_crossentropy')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<text fill=\"#000000\" font-family=\"Times,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"64.1827\" y=\"-233.3\">dense_5: Dense</text>\n",
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      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import SVG\n",
    "from keras.utils.vis_utils import model_to_dot\n",
    "\n",
    "SVG(model_to_dot(autoencoder).create(prog='dot', format='svg'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Train the network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "epochs = 50\n",
    "batch_size = 128"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train on 60000 samples, validate on 10000 samples\n",
      "Epoch 1/50\n",
      "60000/60000 [==============================] - 7s 116us/step - loss: 0.2568 - val_loss: 0.2243\n",
      "Epoch 2/50\n",
      "60000/60000 [==============================] - 6s 105us/step - loss: 0.2175 - val_loss: 0.2103\n",
      "Epoch 3/50\n",
      "60000/60000 [==============================] - 7s 112us/step - loss: 0.2065 - val_loss: 0.2031\n",
      "Epoch 4/50\n",
      "60000/60000 [==============================] - 7s 109us/step - loss: 0.2007 - val_loss: 0.1990\n",
      "Epoch 5/50\n",
      "60000/60000 [==============================] - 6s 107us/step - loss: 0.1975 - val_loss: 0.1967\n",
      "Epoch 6/50\n",
      "60000/60000 [==============================] - 6s 107us/step - loss: 0.1953 - val_loss: 0.1949\n",
      "Epoch 7/50\n",
      "60000/60000 [==============================] - 6s 107us/step - loss: 0.1936 - val_loss: 0.1935\n",
      "Epoch 8/50\n",
      "60000/60000 [==============================] - 6s 107us/step - loss: 0.1922 - val_loss: 0.1923\n",
      "Epoch 9/50\n",
      "60000/60000 [==============================] - 6s 106us/step - loss: 0.1909 - val_loss: 0.1910\n",
      "Epoch 10/50\n",
      "60000/60000 [==============================] - 6s 107us/step - loss: 0.1897 - val_loss: 0.1901\n",
      "Epoch 11/50\n",
      "60000/60000 [==============================] - 6s 107us/step - loss: 0.1888 - val_loss: 0.1891\n",
      "Epoch 12/50\n",
      "60000/60000 [==============================] - 6s 105us/step - loss: 0.1878 - val_loss: 0.1885\n",
      "Epoch 13/50\n",
      "60000/60000 [==============================] - 6s 105us/step - loss: 0.1871 - val_loss: 0.1878\n",
      "Epoch 14/50\n",
      "60000/60000 [==============================] - 6s 105us/step - loss: 0.1864 - val_loss: 0.1872\n",
      "Epoch 15/50\n",
      "60000/60000 [==============================] - 6s 107us/step - loss: 0.1858 - val_loss: 0.1866\n",
      "Epoch 16/50\n",
      "60000/60000 [==============================] - 6s 107us/step - loss: 0.1852 - val_loss: 0.1863\n",
      "Epoch 17/50\n",
      "60000/60000 [==============================] - 7s 109us/step - loss: 0.1847 - val_loss: 0.1861\n",
      "Epoch 18/50\n",
      "60000/60000 [==============================] - 7s 110us/step - loss: 0.1843 - val_loss: 0.1853\n",
      "Epoch 19/50\n",
      "60000/60000 [==============================] - 7s 112us/step - loss: 0.1839 - val_loss: 0.1853\n",
      "Epoch 20/50\n",
      "60000/60000 [==============================] - 7s 111us/step - loss: 0.1835 - val_loss: 0.1850\n",
      "Epoch 21/50\n",
      "60000/60000 [==============================] - 7s 109us/step - loss: 0.1831 - val_loss: 0.1844\n",
      "Epoch 22/50\n",
      "60000/60000 [==============================] - 7s 111us/step - loss: 0.1827 - val_loss: 0.1843\n",
      "Epoch 23/50\n",
      "60000/60000 [==============================] - 6s 108us/step - loss: 0.1824 - val_loss: 0.1841\n",
      "Epoch 24/50\n",
      "60000/60000 [==============================] - 7s 109us/step - loss: 0.1821 - val_loss: 0.1836\n",
      "Epoch 25/50\n",
      "60000/60000 [==============================] - 7s 110us/step - loss: 0.1818 - val_loss: 0.1834\n",
      "Epoch 26/50\n",
      "60000/60000 [==============================] - 7s 110us/step - loss: 0.1815 - val_loss: 0.1833\n",
      "Epoch 27/50\n",
      "60000/60000 [==============================] - 7s 110us/step - loss: 0.1812 - val_loss: 0.1832\n",
      "Epoch 28/50\n",
      "60000/60000 [==============================] - 7s 110us/step - loss: 0.1809 - val_loss: 0.1828\n",
      "Epoch 29/50\n",
      "60000/60000 [==============================] - 7s 110us/step - loss: 0.1806 - val_loss: 0.1826\n",
      "Epoch 30/50\n",
      "60000/60000 [==============================] - 7s 109us/step - loss: 0.1804 - val_loss: 0.1824\n",
      "Epoch 31/50\n",
      "60000/60000 [==============================] - 7s 110us/step - loss: 0.1801 - val_loss: 0.1822\n",
      "Epoch 32/50\n",
      "60000/60000 [==============================] - 7s 111us/step - loss: 0.1799 - val_loss: 0.1821\n",
      "Epoch 33/50\n",
      "60000/60000 [==============================] - 7s 110us/step - loss: 0.1797 - val_loss: 0.1818\n",
      "Epoch 34/50\n",
      "60000/60000 [==============================] - 6s 108us/step - loss: 0.1794 - val_loss: 0.1816\n",
      "Epoch 35/50\n",
      "60000/60000 [==============================] - 7s 109us/step - loss: 0.1793 - val_loss: 0.1814\n",
      "Epoch 36/50\n",
      "60000/60000 [==============================] - 7s 110us/step - loss: 0.1790 - val_loss: 0.1816\n",
      "Epoch 37/50\n",
      "60000/60000 [==============================] - 7s 111us/step - loss: 0.1789 - val_loss: 0.1812\n",
      "Epoch 38/50\n",
      "60000/60000 [==============================] - 7s 113us/step - loss: 0.1786 - val_loss: 0.1811\n",
      "Epoch 39/50\n",
      "60000/60000 [==============================] - 7s 110us/step - loss: 0.1785 - val_loss: 0.1809\n",
      "Epoch 40/50\n",
      "60000/60000 [==============================] - 7s 110us/step - loss: 0.1783 - val_loss: 0.1809\n",
      "Epoch 41/50\n",
      "60000/60000 [==============================] - 6s 108us/step - loss: 0.1781 - val_loss: 0.1808\n",
      "Epoch 42/50\n",
      "60000/60000 [==============================] - 7s 109us/step - loss: 0.1779 - val_loss: 0.1807\n",
      "Epoch 43/50\n",
      "60000/60000 [==============================] - 7s 110us/step - loss: 0.1778 - val_loss: 0.1804\n",
      "Epoch 44/50\n",
      "60000/60000 [==============================] - 7s 111us/step - loss: 0.1776 - val_loss: 0.1806\n",
      "Epoch 45/50\n",
      "60000/60000 [==============================] - 6s 108us/step - loss: 0.1775 - val_loss: 0.1803\n",
      "Epoch 46/50\n",
      "60000/60000 [==============================] - 7s 110us/step - loss: 0.1773 - val_loss: 0.1803\n",
      "Epoch 47/50\n",
      "60000/60000 [==============================] - 7s 111us/step - loss: 0.1772 - val_loss: 0.1800\n",
      "Epoch 48/50\n",
      "60000/60000 [==============================] - 7s 110us/step - loss: 0.1771 - val_loss: 0.1802\n",
      "Epoch 49/50\n",
      "60000/60000 [==============================] - 7s 114us/step - loss: 0.1769 - val_loss: 0.1800\n",
      "Epoch 50/50\n",
      "60000/60000 [==============================] - 7s 114us/step - loss: 0.1769 - val_loss: 0.1799\n"
     ]
    }
   ],
   "source": [
    "history = autoencoder.fit(X_train, X_train, batch_size=batch_size, epochs=epochs, verbose=1, validation_data=(X_test, X_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a248bec50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(history.history['loss'])\n",
    "plt.plot(history.history['val_loss'])\n",
    "plt.title('model loss')\n",
    "plt.ylabel('loss')\n",
    "plt.xlabel('epoch')\n",
    "plt.legend(['train', 'validation'], loc='upper right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot the 2D Latent representation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "encoder = Model(x, h)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1d2600b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_test_encoded = encoder.predict(X_test, batch_size=batch_size)\n",
    "plt.figure(figsize=(6, 6))\n",
    "plt.scatter(x_test_encoded[:, 0], x_test_encoded[:, 1], c=y_test)\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "___"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# **Variational Autoencoder**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "original_dim = 784\n",
    "latent_dim = 2\n",
    "intermediate_dim = 256\n",
    "epsilon_std = 1.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = Input(shape=(original_dim,))\n",
    "h = Dense(intermediate_dim, activation='relu')(x)\n",
    "z_mean = Dense(latent_dim)(h)\n",
    "z_log_var = Dense(latent_dim)(h)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sampling(args):\n",
    "    z_mean, z_log_var = args\n",
    "    epsilon = K.random_normal(shape=(K.shape(z_mean)[0], latent_dim), mean=0., stddev=epsilon_std)\n",
    "    return z_mean + K.exp(z_log_var / 2) * epsilon"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "z = Lambda(sampling, output_shape=(latent_dim,))([z_mean, z_log_var])\n",
    "\n",
    "decoder_h = Dense(intermediate_dim, activation='relu')\n",
    "decoder_mean = Dense(original_dim, activation='sigmoid')\n",
    "h_decoded = decoder_h(z)\n",
    "x_decoded_mean = decoder_mean(h_decoded)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "def vae_loss(x, x_decoded_mean):\n",
    "    xent_loss = original_dim * binary_crossentropy(x, x_decoded_mean)\n",
    "    kl_loss = - 0.5 * K.sum(1 + z_log_var - K.square(z_mean) - K.exp(z_log_var), axis=-1)\n",
    "    return K.mean(xent_loss + kl_loss)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "__________________________________________________________________________________________________\n",
      "Layer (type)                    Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      "input_4 (InputLayer)            (None, 784)          0                                            \n",
      "__________________________________________________________________________________________________\n",
      "dense_9 (Dense)                 (None, 256)          200960      input_4[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "dense_10 (Dense)                (None, 2)            514         dense_9[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "dense_11 (Dense)                (None, 2)            514         dense_9[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "lambda_1 (Lambda)               (None, 2)            0           dense_10[0][0]                   \n",
      "                                                                 dense_11[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "dense_12 (Dense)                (None, 256)          768         lambda_1[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "dense_13 (Dense)                (None, 784)          201488      dense_12[0][0]                   \n",
      "==================================================================================================\n",
      "Total params: 404,244\n",
      "Trainable params: 404,244\n",
      "Non-trainable params: 0\n",
      "__________________________________________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "vae = Model(x, x_decoded_mean)\n",
    "vae.compile(optimizer='rmsprop', loss = vae_loss)\n",
    "vae.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
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       "<title>112158313048-&gt;112158313104</title>\n",
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       "<title>112158313104-&gt;112158311592</title>\n",
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      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import SVG\n",
    "from keras.utils.vis_utils import model_to_dot\n",
    "\n",
    "SVG(model_to_dot(vae).create(prog='dot', format='svg'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train on 60000 samples, validate on 10000 samples\n",
      "Epoch 1/50\n",
      "60000/60000 [==============================] - 9s 149us/step - loss: 193.8719 - val_loss: 173.6628\n",
      "Epoch 2/50\n",
      "60000/60000 [==============================] - 9s 144us/step - loss: 171.1773 - val_loss: 168.7714\n",
      "Epoch 3/50\n",
      "60000/60000 [==============================] - 9s 142us/step - loss: 167.4393 - val_loss: 166.2178\n",
      "Epoch 4/50\n",
      "60000/60000 [==============================] - 9s 144us/step - loss: 165.3063 - val_loss: 164.7818\n",
      "Epoch 5/50\n",
      "60000/60000 [==============================] - 9s 143us/step - loss: 163.8230 - val_loss: 163.8972\n",
      "Epoch 6/50\n",
      "60000/60000 [==============================] - 8s 141us/step - loss: 162.6410 - val_loss: 162.2503\n",
      "Epoch 7/50\n",
      "60000/60000 [==============================] - 9s 142us/step - loss: 161.5983 - val_loss: 161.2797\n",
      "Epoch 8/50\n",
      "60000/60000 [==============================] - 8s 141us/step - loss: 160.6299 - val_loss: 160.5893\n",
      "Epoch 9/50\n",
      "60000/60000 [==============================] - 9s 142us/step - loss: 159.7844 - val_loss: 159.7807\n",
      "Epoch 10/50\n",
      "60000/60000 [==============================] - 9s 142us/step - loss: 159.0069 - val_loss: 159.4401\n",
      "Epoch 11/50\n",
      "60000/60000 [==============================] - 8s 141us/step - loss: 158.3190 - val_loss: 158.6740\n",
      "Epoch 12/50\n",
      "60000/60000 [==============================] - 9s 142us/step - loss: 157.6584 - val_loss: 157.9375\n",
      "Epoch 13/50\n",
      "60000/60000 [==============================] - 8s 141us/step - loss: 157.0807 - val_loss: 157.4891\n",
      "Epoch 14/50\n",
      "60000/60000 [==============================] - 8s 141us/step - loss: 156.5179 - val_loss: 157.0805\n",
      "Epoch 15/50\n",
      "60000/60000 [==============================] - 9s 143us/step - loss: 156.0516 - val_loss: 156.8178\n",
      "Epoch 16/50\n",
      "60000/60000 [==============================] - 9s 142us/step - loss: 155.5796 - val_loss: 156.6911\n",
      "Epoch 17/50\n",
      "60000/60000 [==============================] - 8s 142us/step - loss: 155.2034 - val_loss: 155.8544\n",
      "Epoch 18/50\n",
      "60000/60000 [==============================] - 8s 141us/step - loss: 154.8044 - val_loss: 155.7831\n",
      "Epoch 19/50\n",
      "60000/60000 [==============================] - 9s 142us/step - loss: 154.5359 - val_loss: 155.6625\n",
      "Epoch 20/50\n",
      "60000/60000 [==============================] - 9s 143us/step - loss: 154.2130 - val_loss: 155.3351\n",
      "Epoch 21/50\n",
      "60000/60000 [==============================] - 9s 142us/step - loss: 153.9029 - val_loss: 154.6973\n",
      "Epoch 22/50\n",
      "60000/60000 [==============================] - 9s 142us/step - loss: 153.6384 - val_loss: 155.0491\n",
      "Epoch 23/50\n",
      "60000/60000 [==============================] - 9s 144us/step - loss: 153.4022 - val_loss: 154.2973\n",
      "Epoch 24/50\n",
      "60000/60000 [==============================] - 9s 144us/step - loss: 153.1722 - val_loss: 153.9525\n",
      "Epoch 25/50\n",
      "60000/60000 [==============================] - 9s 142us/step - loss: 152.9419 - val_loss: 154.0751\n",
      "Epoch 26/50\n",
      "60000/60000 [==============================] - 9s 143us/step - loss: 152.7390 - val_loss: 154.0127\n",
      "Epoch 27/50\n",
      "60000/60000 [==============================] - 9s 142us/step - loss: 152.5170 - val_loss: 153.8105\n",
      "Epoch 28/50\n",
      "60000/60000 [==============================] - 8s 141us/step - loss: 152.3681 - val_loss: 153.4350\n",
      "Epoch 29/50\n",
      "60000/60000 [==============================] - 8s 142us/step - loss: 152.1971 - val_loss: 153.4539\n",
      "Epoch 30/50\n",
      "60000/60000 [==============================] - 9s 142us/step - loss: 151.9760 - val_loss: 153.4548\n",
      "Epoch 31/50\n",
      "60000/60000 [==============================] - 9s 143us/step - loss: 151.8391 - val_loss: 153.4269\n",
      "Epoch 32/50\n",
      "60000/60000 [==============================] - 8s 141us/step - loss: 151.6839 - val_loss: 153.4659\n",
      "Epoch 33/50\n",
      "60000/60000 [==============================] - 9s 142us/step - loss: 151.5374 - val_loss: 153.9311\n",
      "Epoch 34/50\n",
      "60000/60000 [==============================] - 9s 142us/step - loss: 151.3971 - val_loss: 153.0301\n",
      "Epoch 35/50\n",
      "60000/60000 [==============================] - 8s 141us/step - loss: 151.2658 - val_loss: 152.7839\n",
      "Epoch 36/50\n",
      "60000/60000 [==============================] - 9s 142us/step - loss: 151.1428 - val_loss: 152.8308\n",
      "Epoch 37/50\n",
      "60000/60000 [==============================] - 9s 142us/step - loss: 150.9920 - val_loss: 152.9762\n",
      "Epoch 38/50\n",
      "60000/60000 [==============================] - 9s 143us/step - loss: 150.8859 - val_loss: 152.7880\n",
      "Epoch 39/50\n",
      "60000/60000 [==============================] - 9s 142us/step - loss: 150.7406 - val_loss: 153.2545\n",
      "Epoch 40/50\n",
      "60000/60000 [==============================] - 9s 142us/step - loss: 150.6423 - val_loss: 152.7083\n",
      "Epoch 41/50\n",
      "60000/60000 [==============================] - 9s 143us/step - loss: 150.5265 - val_loss: 152.4845\n",
      "Epoch 42/50\n",
      "60000/60000 [==============================] - 8s 142us/step - loss: 150.4135 - val_loss: 152.3824\n",
      "Epoch 43/50\n",
      "60000/60000 [==============================] - 9s 146us/step - loss: 150.3199 - val_loss: 152.2420\n",
      "Epoch 44/50\n",
      "60000/60000 [==============================] - 9s 144us/step - loss: 150.2050 - val_loss: 152.3787\n",
      "Epoch 45/50\n",
      "60000/60000 [==============================] - 9s 144us/step - loss: 150.1192 - val_loss: 152.1960\n",
      "Epoch 46/50\n",
      "60000/60000 [==============================] - 9s 147us/step - loss: 149.9909 - val_loss: 152.1284\n",
      "Epoch 47/50\n",
      "60000/60000 [==============================] - 9s 143us/step - loss: 149.9269 - val_loss: 152.1067\n",
      "Epoch 48/50\n",
      "60000/60000 [==============================] - 9s 143us/step - loss: 149.8364 - val_loss: 151.9887\n",
      "Epoch 49/50\n",
      "60000/60000 [==============================] - 9s 145us/step - loss: 149.7874 - val_loss: 151.9232\n",
      "Epoch 50/50\n",
      "60000/60000 [==============================] - 9s 144us/step - loss: 149.6731 - val_loss: 151.9880\n"
     ]
    }
   ],
   "source": [
    "history = vae.fit(X_train, X_train,shuffle=True, epochs=epochs, batch_size=batch_size, validation_data=(X_test, X_test))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot the losses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1cef1518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(history.history['loss'])\n",
    "plt.plot(history.history['val_loss'])\n",
    "plt.title('model loss')\n",
    "plt.ylabel('loss')\n",
    "plt.xlabel('epoch')\n",
    "plt.legend(['train', 'validation'], loc='upper right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot the 2D latent representation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a24c5dd30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# build a model to project inputs on the latent space\n",
    "encoder = Model(x, z_mean)\n",
    "\n",
    "# display a 2D plot of the digit classes in the latent space\n",
    "x_test_encoded = encoder.predict(X_test, batch_size=batch_size)\n",
    "plt.figure(figsize=(6, 6))\n",
    "plt.scatter(x_test_encoded[:, 0], x_test_encoded[:, 1], c=y_test)\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "# build a digit generator that can sample from the learned distribution\n",
    "decoder_input = Input(shape=(latent_dim,))\n",
    "_h_decoded = decoder_h(decoder_input)\n",
    "_x_decoded_mean = decoder_mean(_h_decoded)\n",
    "generator = Model(decoder_input, _x_decoded_mean)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1f8e8f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# display a 2D manifold of the digits\n",
    "n = 20  # figure with 15x15 digits\n",
    "digit_size = 28\n",
    "figure = np.zeros((digit_size * n, digit_size * n))\n",
    "# linearly spaced coordinates on the unit square were transformed through the inverse CDF (ppf) of the Gaussian\n",
    "# to produce values of the latent variables z, since the prior of the latent space is Gaussian\n",
    "grid_x = norm.ppf(np.linspace(0.05, 0.95, n))\n",
    "grid_y = norm.ppf(np.linspace(0.05, 0.95, n))\n",
    "\n",
    "for i, yi in enumerate(grid_x):\n",
    "    for j, xi in enumerate(grid_y):\n",
    "        z_sample = np.array([[xi, yi]])\n",
    "        x_decoded = generator.predict(z_sample)\n",
    "        digit = x_decoded[0].reshape(digit_size, digit_size)\n",
    "        figure[i * digit_size: (i + 1) * digit_size,\n",
    "               j * digit_size: (j + 1) * digit_size] = digit\n",
    "\n",
    "plt.figure(figsize=(10, 10))\n",
    "plt.imshow(figure, cmap='Greys_r')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
